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Predicts Fire Weather Index using machine learning on Algerian Forest Fires dataset. Six regression models tested: Linear, Ridge, Ridge CV, Lasso, Lasso CV, Elastic Net. Best Model: Ridge CV with R² 0.984, MAE 0.564, RMSE 0.834. Features: Flask web app, 7-tab interactive dashboard, real-time FWI predictions